MCP Server Quality Scores

Independent quality analysis of 40420 public MCP servers

40420
Discovered
29236
Scored
2095
Verified
16951
Complete

Last updated 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39701
chrischall
Google Slides via gogcli for Claude — deck and slide authoring
N/A N/A
39702
mymedi-ai
# MedCode Oracle — Healthcare API for AI agents License-free medical coding, p…
81
39703
MayankTalwar0
An MCP server for calculating carbon footprints from bank statements using EPA …
N/A N/A
39704
atenkai
Fashion Claim
Create professional-quality fashion product photography, on-model shots, and ed…
81
39705
HyunjunGil
Enables direct GitHub operations through Claude and Cursor, including repositor…
81
39706
algo-wallet
x402mcp Claim
81
39707
willhamlam
Enables AI-powered browser automation through RoxyChrome browsers using Playwri…
81
39708
joepangallo
Track AI agent fleet performance, costs, anomalies, and trends.
N/A N/A 95
39709
knowledgeislands
mcp-gmail Claim
MCP server that connects Claude with Gmail to read, send, delete, and manage me…
N/A N/A
39710
romankonoplinai-arch
Provides 43 tools for complete Supabase control including database operations, …
81
39711
brain-bbqs
neuro-mcp Claim
Neuroscience MCP server (Python) for the BBQS at McGovern Institute of Brain Re…
N/A N/A 95
39712
lily95h
Enables interaction with Azure AI Foundry services including model exploration …
81
39713
milliomics
millimap-mcp Claim
Enables Claude Desktop to read and drive analyses on the active MilliMap sessio…
N/A N/A
39714
Auxin-io
Provision demo user identities to test and prototype workflows securely. Explor…
N/A N/A 95
39715
Caplia-Tech
Caplia Claim
MCP server for VC pitch-deck scoring, thesis-fit matching, and deal-flow manage…
39716
TheBarmaEffect
Runtime constitutional verification for AI answers — claim reasoning, ECS, red …
N/A N/A
39717
UltraStarz
x402-sms Claim
Pay-per-call MCP server. $0.03 USDC sends one transactional SMS to a US phone n…
N/A N/A
39718
ikido
Enables fetching and analyzing Toggl time tracking data with intelligent parsin…
81
39719
Roop-World
LegalSearch Claim
Public Indian legal search MCP for Roop judgments, statutes, and corpus groundi…
39720
NeuZhou
MCPHub Claim
A unified gateway and dashboard that aggregates multiple MCP servers into a sin…
81
39721
workspace-mcp Claim 1
Google Workspace MCP server for Gmail, Drive, Calendar, Docs, Sheets, Slides, F…
N/A N/A 81
39722
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
N/A N/A 95
39723
bioanywhere
Enables AI applications to interact with the Base blockchain network and Coinba…
81
39724
mcp Claim 1
AI agency API: 25 free tools for glossary, comparisons, blog, guides, and estim…
N/A N/A 76
39725
ruegreen
Enables AI agents to interact with Cisco API Gateway pods endpoints for complet…
81
39726
Orchid1970
Enables querying Dexcom Stelo glucose data by importing Clarity CSV exports int…
81
39727
Baatarvant
MCP-Mem0 Claim
Provides AI agents with persistent long-term memory capabilities using semantic…
81
39728 N/A N/A 95
39729
yakumo123118
mumuai Claim
N/A N/A 95
39730
nesirat
A comprehensive system that helps organizations track, manage, and respond to s…
39731
NOVA-3951
Supermemory Claim
A recreation of the Supermemory MCP with all features of the Supermemory API
N/A N/A 95
39732
pbteja1998
Integrate your AI models with SourceSync.ai's knowledge management platform. Se…
N/A N/A 95
39733
amcharrett-6als
qualitycoach Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
81
39734
cbuntingde
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
81
39735
michaelradigan-cpc
cpassist-mcp Claim
N/A N/A 95
39736
guidobosch87
decodo-coppi Claim
N/A N/A 95
39737
agentic-eng
a2db Claim
Safe, read-only database access for AI agents. 5 databases, batch queries, SQLG…
N/A N/A 95
39738
beznazwiska
Pixel-perfect HTML/CSS to PNG/JPG/WebP for AI agents — inline image or 24h host…
N/A N/A
39739
CSOAI-ORG
readme-generator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
39740
adrian
garmin-mcp Claim
N/A N/A 95
39741
subzeroid
hikerapi-mcp Claim
MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts,…
39742
jdubois
A wrapper around the Azure CLI command line that allows you to talk directly to…
N/A N/A 95
39743
yksanjo
yksanjo/gmem Claim
Crypto-aware project memory for AI coding agents. Typed entities for Solana Pro…
N/A N/A
39744
mjbeatty89
mcpserv Claim
N/A N/A 95
39745
lewadik
A server implementation for the Model Context Protocol (MCP) that runs on Cloud…
81
39746
lazymac2x
smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · f…
39747
zoharbabin
Enables AI models to upload, retrieve, search, and manage media in Kaltura, inc…
39748
Hyperion-GPU
ProofFlow Claim
Audit infrastructure for AI coding agents with evidence-backed review and polic…
N/A N/A
39749
E-Conners-Lab
MCP server for executing show commands and managing Cisco IOS-XE network device…
39750
The-Lambda-Group
OmegaAI Claim
Query, browse, and automate OmegaAI workspaces from any MCP client. Streamable …
Showing 39701–39750 of 40420 servers
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